The association of family food environment and lifestyle behavior with dietary habits of Quebec children
Bibliographic record
Abstract
This cross-sectional study described the dietary and lifestyle habits of Québec children who are at high risk of overweight. Dietary intake was assessed by 24-hour recall; physical activity was evaluated using a 7-day physical activity recall. Dietary measures included energy and nutrient intake, junk food, fast food, fruit and vegetable, soft drink and high sugar drink consumption. The family environment correlates included: breakfast skipping, family supper, restaurant foods, television viewing during supper, children's weight, parents' weight, physical activity level and sedentary behaviour. Children who skipped breakfast had lower calcium and fiber intakes, daughters of obese mothers consumed more soft drinks, boys who watched more television during supper had lower fiber intakes, boys who performed more activities consumed less junk food and more fruits and vegetables, while girls who exercised more had lower intakes of fat. This analysis provides insights into correlates of food intake in children.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".